Human-Object Interaction Detection

Human-Object Interaction (HOI) detection is a task of identifying "a set of interactions" in an image, which involves the i) localization of the subject (i.e., humans) and target (i.e., objects) of interaction, and ii) the classification of the interaction labels.

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 41–50 of 449 papers

Title	Date	Tasks	Status	Hype
First Place Solution to the CVPR'2023 AQTC Challenge: A Function-Interaction Centric Approach with Spatiotemporal Visual-Language Alignment	Jun 23, 2023	Human-Object Interaction Detection	CodeCode Available	1
Human-Object Interaction Prediction in Videos through Gaze Following	Jun 6, 2023	Human-Object Interaction AnticipationHuman-Object Interaction Detection	CodeCode Available	1
Boosting Human-Object Interaction Detection with Text-to-Image Diffusion Model	May 20, 2023	DiversityHuman-Object Interaction Detection	CodeCode Available	1
What Happened 3 Seconds Ago? Inferring the Past with Thermal Imaging	Apr 26, 2023	Human-Object Interaction DetectionPose Estimation	CodeCode Available	1
ViPLO: Vision Transformer based Pose-Conditioned Self-Loop Graph for Human-Object Interaction Detection	Apr 17, 2023	Human-Object Interaction DetectionQuantization	CodeCode Available	1
Relational Context Learning for Human-Object Interaction Detection	Apr 11, 2023	DecoderHuman-Object Interaction Detection	CodeCode Available	1
StillFast: An End-to-End Approach for Short-Term Object Interaction Anticipation	Apr 8, 2023	Human-Object Interaction DetectionObject	CodeCode Available	1
HOICLIP: Efficient Knowledge Transfer for HOI Detection with Vision-Language Models	Mar 28, 2023	DecoderHuman-Object Interaction Detection	CodeCode Available	1
Category Query Learning for Human-Object Interaction Classification	Mar 24, 2023	ClassificationDecoder	CodeCode Available	1
FGAHOI: Fine-Grained Anchors for Human-Object Interaction Detection	Jan 8, 2023	Human-Object Interaction DetectionObject	CodeCode Available	1

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All datasets HICO-DET V-COCO HICO VidHOI Ambiguious-HOI MECCANO

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	Ours (PViC+)	mAP	46.49	—	Unverified
2	RLIPv2 (Swin-L)	mAP	45.09	—	Unverified
3	PViC-SwinL	mAP	44.32	—	Unverified
4	SOV-STG (Swin-L)	mAP	43.35	—	Unverified
5	DiffHOI	mAP	41.5	—	Unverified
6	ViPLO	mAP	37.22	—	Unverified
7	FGAHOI	mAP	37.18	—	Unverified
8	ERNet	mAP	36.89	—	Unverified
9	CQL+GEN-VLKT-L	mAP	36.03	—	Unverified
10	QAHOI (Swin-L)	mAP	35.78	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	RLIPv2	AP(S1)	72.1	—	Unverified
2	MUREN	AP(S1)	68.8	—	Unverified
3	STIP	AP(S1)	66	—	Unverified
4	DiffHOI	AP(S1)	65.7	—	Unverified
5	OCN (ResNet101)	AP(S1)	65.3	—	Unverified
6	OCN (ResNet50)	AP(S1)	64.2	—	Unverified
7	CDN (ResNet101)	AP(S1)	63.91	—	Unverified
8	HOICLIP	AP(S1)	63.5	—	Unverified
9	QPIC + CPC	MAP	63.1	—	Unverified
10	Body Part Interactiveness	AP(S1)	63	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DEFR	mAP	65.6	—	Unverified
2	HAKE	mAP	47.1	—	Unverified
3	PaStaNet	mAP	46.3	—	Unverified
4	RelViT	mAP	43.98	—	Unverified
5	Pairwise-Part	mAP	39.9	—	Unverified
6	Mallya & Lazebnik	mAP	36.1	—	Unverified
7	Girdhar & Ramanan	mAP	34.6	—	Unverified
8	R*CNN	mAP	28.5	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	HOI4ABOT	Detection: Full (mAP@0.5)	11.12	—	Unverified
2	ST-GAZE	Detection: Full (mAP@0.5)	10.4	—	Unverified
3	STTRAN	Detection: Full (mAP@0.5)	7.61	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DJ-RN	mAP	10.37	—	Unverified
2	iCAN	mAP	8.14	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SlowFast + FasterRCNN	mAP@0.5 role	25.93	—	Unverified